Digital Event Horizon
In a groundbreaking move, HCompany has unveiled its latest iteration of computer-use model technology, Holo3.1, which boasts unparalleled robustness across diverse environments, agent frameworks, and deployment targets. This new family of models is designed to address the growing needs of users who require seamless integration with different agent stacks and deployment flexibility, unlocking new possibilities for developers, enterprises, and partners to deploy computer-use capabilities with maximum efficiency and minimal degradation.
HCompany unveils Holo3.1, a new iteration of computer-use model technology with unparalleled robustness. Holo3.1 addresses the growing needs of users requiring seamless integration with different agent stacks and deployment flexibility. The model boasts improved performance in mobile environments, with a 67-79.3% boost on AndroidWorld. Smaller variants offer cost-effective and private deployment options for local inference. Holo3.1 incorporates quantized weights for fast local inference with minimal degradation in model performance. The model is optimized for local deployment on consumer hardware, ensuring full execution privacy and security. Models come in four sizes to cater to diverse deployment requirements: ultra-lightweight, cost-efficient, balanced, and state-of-the-art.
In a groundbreaking move, HCompany has unveiled its latest iteration of computer-use model technology, Holo3.1, which boasts unparalleled robustness across diverse environments, agent frameworks, and deployment targets. Building upon the success of its predecessor, Holo3, this new family of models is designed to address the growing needs of users who require seamless integration with different agent stacks and deployment flexibility.
According to the company, the advent of Holo3.1 marks a significant milestone in the quest for universal computer-use agents – systems that can operate across environments, integrate into any agent stack, and run wherever the workflow lives. By improving robustness across these critical dimensions, Holo3.1 aims to unlock new possibilities for developers, enterprises, and partners to deploy computer-use capabilities with maximum efficiency and minimal degradation.
One of the most notable advancements in Holo3.1 is its ability to expand capabilities beyond browser and desktop control, delivering significant gains on mobile environments. The company's 35B-A3B model has shown a substantial improvement of 67% to 79.3% on AndroidWorld, while smaller variants have achieved comparable boosts. Furthermore, Holo3.1 introduces native support for function-calling protocols, enabling seamless integration with third-party agent stacks and achieving near-parity performance across OSWorld and internal benchmark suites.
To cater to the growing demand for local and on-device inference, Holo3.1 has also been released in smaller sizes (0.8B, 4B, and 9B) that offer cost-effective and private deployment options, alongside the larger 35B-A3B model for state-of-the-art performance. This move is particularly significant as it allows developers to deploy computer-use capabilities with greater flexibility and portability.
A crucial aspect of Holo3.1's design is its incorporation of quantized weights, which enable fast local inference with little degradation in model performance. The company has opted for FP8, Q4 GGUF, and NVFP4 checkpoints, offering substantial speedups on DGX Spark. In particular, the NVFP4 W4A16 configuration delivers a 1.41× increase in total token throughput compared to FP8 and 1.74× that of BF16.
Moreover, Holo3.1 has been optimized for local deployment on consumer hardware, including Apple Silicon, with execution staying fully private and local. This feature is particularly notable as it allows agents to run locally on a user's machine without compromising data security or leaving the network.
The availability of Holo3.1 models extends across four sizes, catering to diverse deployment requirements: ultra-lightweight local agents (0.8B), cost-efficient deployment (4B), balanced performance and latency (9B), and state-of-the-art performance (35B-A3B). Additionally, optimized checkpoints for FP8, NVFP4, and Q4 GGUF are available for local and edge deployment.
As HCompany embarks on this exciting new chapter in computer-use model technology, users can eagerly anticipate the potential breakthroughs and innovations that will arise from this enhanced platform. With its unparalleled robustness and performance capabilities, Holo3.1 is poised to revolutionize the way developers deploy computer-use agents across diverse environments.
Related Information:
https://www.digitaleventhorizon.com/articles/Holo31-Revolutionizing-Computer-Use-Agents-with-Unprecedented-Robustness-and-Performance-deh.shtml
https://huggingface.co/blog/Hcompany/holo31
Published: Tue Jun 2 11:04:35 2026 by llama3.2 3B Q4_K_M
